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Peer-reviewedCC BYAdvanced Science

LLMs as Representation Generators for Gradient‐Free Scientific Optimization: A Case Study in Battery Fast Charging

  • Ge Lei1
  • Ferran Brosa Planella2
  • Sterling G. Baird3
  • Samuel J. Cooper1
  1. 1Imperial College London
  2. 2Harwell Campus
  3. 3University of Toronto
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Cite

BibTeXRIS
BibTeX
@article{lei2026llms,
  title = {{LLMs as Representation Generators for Gradient‐Free Scientific Optimization: A Case Study in Battery Fast Charging}},
  author = {Ge Lei and Ferran Brosa Planella and Sterling G. Baird and Samuel J. Cooper},
  journal = {Advanced Science},
  year = {2026},
  month = oct,
  url = {https://europepmc.org/article/PMC/PMC13655265},
  note = {CC BY},
}
RIS
TY  - JOUR
TI  - LLMs as Representation Generators for Gradient‐Free Scientific Optimization: A Case Study in Battery Fast Charging
AU  - Ge Lei
AU  - Ferran Brosa Planella
AU  - Sterling G. Baird
AU  - Samuel J. Cooper
PY  - 2026
DA  - 2026/10/11
JO  - Advanced Science
UR  - https://europepmc.org/article/PMC/PMC13655265
SN  - 2198-3844
ER  -